| Modeling Long- and Short-Term Temporal Patterns with Deep Neural Networks | Mar 21, 2017 | Multivariate Time Series ForecastingTime Series | CodeCode Available | 1 |
| Soft-DTW: a Differentiable Loss Function for Time-Series | Mar 5, 2017 | Dynamic Time WarpingTime Series | CodeCode Available | 1 |
| DeepSense: A Unified Deep Learning Framework for Time-Series Mobile Sensing Data Processing | Nov 7, 2016 | Activity RecognitionGeneral Classification | CodeCode Available | 1 |
| On the adoption of abductive reasoning for time series interpretation | Sep 19, 2016 | General ClassificationTime Series | CodeCode Available | 1 |
| Recurrent Neural Networks for Multivariate Time Series with Missing Values | Jun 6, 2016 | ImputationMissing Values | CodeCode Available | 1 |
| Unsupervised Feature Extraction by Time-Contrastive Learning and Nonlinear ICA | May 20, 2016 | Contrastive LearningTime Series | CodeCode Available | 1 |
| Convolutional Radio Modulation Recognition Networks | Feb 12, 2016 | General ClassificationTime Series | CodeCode Available | 1 |
| Evaluating Real-time Anomaly Detection Algorithms - the Numenta Anomaly Benchmark | Oct 12, 2015 | Anomaly DetectionTime Series | CodeCode Available | 1 |
| Imaging Time-Series to Improve Classification and Imputation | Jun 1, 2015 | ClassificationGeneral Classification | CodeCode Available | 1 |
| Variational Recurrent Auto-Encoders | Dec 20, 2014 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| Highly comparative time-series analysis: The empirical structure of time series and their methods | Apr 3, 2013 | Time SeriesTime Series Analysis | CodeCode Available | 1 |
| The Power of Architecture: Deep Dive into Transformer Architectures for Long-Term Time Series Forecasting | Jul 17, 2025 | DecoderTime Series | CodeCode Available | 0 |
| MoTM: Towards a Foundation Model for Time Series Imputation based on Continuous Modeling | Jul 17, 2025 | Domain GeneralizationImputation | —Unverified | 0 |
| D3FL: Data Distribution and Detrending for Robust Federated Learning in Non-linear Time-series Data | Jul 15, 2025 | Federated LearningTime Series | —Unverified | 0 |
| Data Augmentation in Time Series Forecasting through Inverted Framework | Jul 15, 2025 | Data AugmentationTime Series | —Unverified | 0 |
| Towards Interpretable Time Series Foundation Models | Jul 10, 2025 | Time Series | CodeCode Available | 0 |
| Foundation models for time series forecasting: Application in conformal prediction | Jul 9, 2025 | Conformal PredictionPrediction | —Unverified | 0 |
| Bridging the Last Mile of Prediction: Enhancing Time Series Forecasting with Conditional Guided Flow Matching | Jul 9, 2025 | Time SeriesTime Series Forecasting | —Unverified | 0 |
| Decomposing the Time Series Forecasting Pipeline: A Modular Approach for Time Series Representation, Information Extraction, and Projection | Jul 8, 2025 | Computational EfficiencyTime Series | CodeCode Available | 0 |
| Predicting Graph Structure via Adapted Flux Balance Analysis | Jul 8, 2025 | PredictionTime Series | CodeCode Available | 0 |
| Stochastic Quantum Spiking Neural Networks with Quantum Memory and Local Learning | Jun 26, 2025 | Time Series | —Unverified | 0 |
| Process mining-driven modeling and simulation to enhance fault diagnosis in cyber-physical systems | Jun 26, 2025 | Anomaly DetectionFault Diagnosis | —Unverified | 0 |
| mTSBench: Benchmarking Multivariate Time Series Anomaly Detection and Model Selection at Scale | Jun 26, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 0 |
| Benchmarking Unsupervised Strategies for Anomaly Detection in Multivariate Time Series | Jun 25, 2025 | Anomaly DetectionBenchmarking | CodeCode Available | 0 |
| On the ability of Deep Neural Networks to Learn Granger Causality in Multi-Variate Time Series Data | Jun 25, 2025 | Time SeriesVariable Selection | —Unverified | 0 |
